A Phase Angle-Modulated Bat Algorithm with Application to Antenna Topology Optimization

This paper proposes a phase angle-modulated bat algorithm (P-AMBA) for high-dimensional binary optimization. The idea was to reduce the optimization time by introducing angle modulation technology to reduce the optimization dimensions. Different from the original angle-modulated bat algorithm (AMBA)...

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Bibliographic Details
Published inApplied sciences Vol. 11; no. 5; p. 2243
Main Authors Dong, Jian, Wang, Zhiyu, Mo, Jinjun
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.03.2021
Subjects
Algorithms
angle modulation
Antennas
bat algorithm
binary optimization
Design
Heuristic
high-dimensional optimization
Optimization
P-AMBA
Radio frequency identification
Velocity
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ISSN2076-3417
2076-3417
DOI10.3390/app11052243

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Summary:This paper proposes a phase angle-modulated bat algorithm (P-AMBA) for high-dimensional binary optimization. The idea was to reduce the optimization time by introducing angle modulation technology to reduce the optimization dimensions. Different from the original angle-modulated bat algorithm (AMBA), the control of the trigonometric generating function cosine wave is by introducing new parameters, thereby improving the perturbation ability of the function curve near the x-axis. P-AMBA can explore more 0/1 solutions, and it has advantages in optimizing convergence speed and global search capabilities. The numerical results of the 0–1 knapsack problem tests show that P-AMBA is superior to the contrast algorithms on optimization ability and optimization time. Finally, the experimental result of a compact dual-band planar monopole antenna design showed the effectiveness of P-AMBA in engineering applications.
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ISSN:2076-3417
2076-3417
DOI:10.3390/app11052243